Note
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Group Lasso regularizationΒΆ
Comparison of solvers for problems with a group lasso regularization.
The group lasso regularization enters the optimization through
its proximal operator, which is implemented in copt through the
function prox of object copt.utils.GroupL1().
Out:
#features 100
beta = 0
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PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2183.49it/s, iter=1.31e+03, step_size=0.893, tol=0.00311]
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PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2034.94it/s, iter=1.42e+03, step_size=0.893, tol=0.00289]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2034.02it/s, iter=1.42e+03, step_size=0.893, tol=0.00289]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2033.66it/s, iter=1.42e+03, step_size=0.893, tol=0.00289]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2032.70it/s, iter=1.42e+03, step_size=0.893, tol=0.00289]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2032.39it/s, iter=1.42e+03, step_size=0.893, tol=0.00289]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2031.44it/s, iter=1.42e+03, step_size=0.893, tol=0.00289]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2031.13it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2030.20it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2029.88it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2028.86it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2028.54it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2027.62it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2027.29it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2026.38it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2026.07it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2025.17it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2024.86it/s, iter=1.43e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2023.95it/s, iter=1.43e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2023.64it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2022.74it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2022.43it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2021.52it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2021.21it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2020.31it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2020.01it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2019.10it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2018.79it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2017.81it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2017.51it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2016.48it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2016.17it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2015.27it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2014.97it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2014.07it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2013.76it/s, iter=1.44e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2012.86it/s, iter=1.44e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2012.55it/s, iter=1.44e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2011.63it/s, iter=1.44e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2011.33it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2010.43it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2010.12it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2009.12it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2008.82it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2007.93it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2007.63it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2006.74it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2006.43it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2005.54it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2005.24it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2004.23it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2003.92it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2003.00it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2002.70it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2001.80it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2001.50it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2000.60it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 2000.30it/s, iter=1.45e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1999.40it/s, iter=1.45e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1999.09it/s, iter=1.45e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1998.20it/s, iter=1.45e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1997.90it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1997.01it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1996.70it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1995.80it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1995.50it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1994.60it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1994.31it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1993.41it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1993.11it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1992.21it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1991.91it/s, iter=1.45e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1991.03it/s, iter=1.45e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1990.73it/s, iter=1.45e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1989.82it/s, iter=1.45e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1989.52it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1988.64it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1988.34it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1987.46it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1987.16it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1986.28it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1985.99it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1985.11it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1984.82it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1983.93it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1983.64it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1982.76it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1982.41it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1981.46it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1981.15it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1980.12it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1979.78it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1978.90it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1978.61it/s, iter=1.46e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1977.74it/s, iter=1.46e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1977.44it/s, iter=1.46e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1976.49it/s, iter=1.46e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1976.19it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1975.31it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1975.01it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1974.05it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1973.76it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1972.89it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1972.59it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1971.73it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1971.43it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1970.56it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1970.26it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1969.40it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1969.11it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1968.17it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1967.87it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1967.01it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1966.72it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1965.86it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1965.57it/s, iter=1.48e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1964.71it/s, iter=1.48e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1964.43it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1963.57it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1963.28it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1962.43it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1962.14it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1961.29it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1961.00it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1960.11it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1959.82it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1958.97it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1958.68it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1957.82it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1957.53it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1956.66it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1956.37it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1955.44it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1955.15it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1954.30it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1954.01it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1953.17it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1952.83it/s, iter=1.49e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1951.95it/s, iter=1.49e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1951.66it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1950.81it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1950.53it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1949.68it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1313/5000 [00:00<00:01, 1949.39it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2223.36it/s, iter=1.56e+03, step_size=0.893, tol=0.00265]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2043.53it/s, iter=1.72e+03, step_size=0.893, tol=0.00243]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2040.57it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2039.83it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2039.58it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2038.85it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2038.60it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2037.86it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2037.62it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2036.89it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2036.64it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2035.66it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2034.94it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2034.69it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2033.94it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2033.69it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2032.70it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2031.95it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2030.98it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2030.73it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2024.61it/s, iter=1.73e+03, step_size=0.893, tol=0.0024]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2023.60it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2021.70it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2021.36it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2020.63it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2020.39it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2019.67it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2019.42it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2018.65it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2017.62it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2016.65it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2016.41it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2015.68it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2014.72it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2014.47it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2013.75it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2013.51it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2012.69it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2012.43it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2011.70it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2011.42it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2010.31it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 2003.14it/s, iter=1.76e+03, step_size=0.893, tol=0.00238]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1998.32it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1998.08it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1997.37it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1996.33it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1996.09it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1995.38it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1994.43it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1994.19it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1993.48it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1993.24it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1992.53it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1992.29it/s, iter=1.77e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1991.58it/s, iter=1.77e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1991.34it/s, iter=1.77e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1990.64it/s, iter=1.77e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1990.40it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1989.70it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1989.46it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1988.76it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1988.52it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1986.86it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
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PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1985.68it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1984.99it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1984.75it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1984.04it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1983.80it/s, iter=1.78e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1983.08it/s, iter=1.78e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1982.84it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1982.13it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1981.90it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1981.20it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1980.96it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1980.25it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1979.97it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1979.22it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1978.98it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1978.28it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1978.04it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1977.34it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1977.10it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1976.41it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1976.18it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1975.46it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1975.23it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1974.54it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1974.30it/s, iter=1.78e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1973.61it/s, iter=1.78e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1973.38it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1972.69it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1972.45it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1971.74it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1971.50it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1970.81it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1970.58it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1969.89it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1969.66it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1968.94it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1968.70it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1967.84it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1967.56it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1966.88it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1966.65it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1965.96it/s, iter=1.79e+03, step_size=0.893, tol=0.00234]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1965.73it/s, iter=1.79e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1965.04it/s, iter=1.79e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1964.81it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1964.13it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1963.90it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1963.20it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1962.96it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1962.17it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1961.93it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1961.24it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1961.01it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1960.22it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1959.99it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1959.31it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1959.08it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1958.40it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1958.17it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1957.48it/s, iter=1.8e+03, step_size=0.893, tol=0.00233]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1957.25it/s, iter=1.8e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1956.57it/s, iter=1.8e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1956.34it/s, iter=1.8e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1955.66it/s, iter=1.8e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1955.42it/s, iter=1.80e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1954.72it/s, iter=1.80e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1954.49it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1953.81it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1953.58it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1952.90it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1952.68it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1951.90it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1951.67it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1950.98it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1950.75it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1950.07it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1949.84it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1949.17it/s, iter=1.81e+03, step_size=0.893, tol=0.00232]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1948.93it/s, iter=1.81e+03, step_size=0.893, tol=0.00231]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1948.26it/s, iter=1.81e+03, step_size=0.893, tol=0.00231]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1948.03it/s, iter=1.81e+03, step_size=0.893, tol=0.00231]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1947.35it/s, iter=1.81e+03, step_size=0.893, tol=0.00231]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1947.12it/s, iter=1.81e+03, step_size=0.893, tol=0.00231]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1946.45it/s, iter=1.81e+03, step_size=0.893, tol=0.00231]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1946.23it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1945.55it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 31%|###1 | 1560/5000 [00:00<00:01, 1945.32it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2265.61it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2264.85it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2264.58it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2263.78it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2263.51it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2262.62it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2262.36it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2261.57it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2261.30it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2260.51it/s, iter=1.82e+03, step_size=0.893, tol=0.00231]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2260.25it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2259.47it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2259.20it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2258.30it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2258.04it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2257.23it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2256.97it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2256.19it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2255.93it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2255.15it/s, iter=1.82e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2254.88it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2254.02it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2253.76it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2252.97it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2252.70it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2251.93it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2251.56it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2250.77it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2250.51it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2249.74it/s, iter=1.83e+03, step_size=0.893, tol=0.0023]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2249.48it/s, iter=1.83e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2248.71it/s, iter=1.83e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2248.45it/s, iter=1.83e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2247.68it/s, iter=1.83e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2247.42it/s, iter=1.83e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2246.65it/s, iter=1.83e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2246.39it/s, iter=1.83e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2245.61it/s, iter=1.83e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2245.35it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2244.58it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2244.32it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2243.53it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2243.27it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2242.50it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2242.24it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2241.47it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2241.21it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2240.32it/s, iter=1.84e+03, step_size=0.893, tol=0.00229]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2240.06it/s, iter=1.84e+03, step_size=0.893, tol=0.00228]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2239.29it/s, iter=1.84e+03, step_size=0.893, tol=0.00228]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2239.03it/s, iter=1.84e+03, step_size=0.893, tol=0.00228]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2238.25it/s, iter=1.84e+03, step_size=0.893, tol=0.00228]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2237.99it/s, iter=1.84e+03, step_size=0.893, tol=0.00228]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2237.22it/s, iter=1.84e+03, step_size=0.893, tol=0.00228]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2236.92it/s, iter=1.84e+03, step_size=0.893, tol=0.00228]
PGD: 36%|###6 | 1817/5000 [00:00<00:01, 2236.09it/s, iter=1.84e+03, step_size=0.893, tol=0.00228]
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/home/fabian/Dropbox/dev/copt/copt/proximal_gradient.py:146: RuntimeWarning: minimize_proximal_gradient did not reach the desired tolerance level
RuntimeWarning)
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PGD: 21%|##1 | 1058/5000 [00:00<00:01, 2111.26it/s, iter=1.06e+03, step_size=0.893, tol=0.00383]
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PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2035.80it/s, iter=1.42e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2035.50it/s, iter=1.43e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2034.61it/s, iter=1.43e+03, step_size=0.893, tol=0.00288]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2034.31it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2033.44it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2033.14it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2032.27it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2031.97it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2031.10it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2030.81it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2029.94it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2029.64it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2028.71it/s, iter=1.43e+03, step_size=0.893, tol=0.00287]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2028.41it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2027.54it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2027.24it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2026.38it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2026.03it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2025.09it/s, iter=1.43e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2024.79it/s, iter=1.44e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2023.92it/s, iter=1.44e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2023.56it/s, iter=1.44e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2022.63it/s, iter=1.44e+03, step_size=0.893, tol=0.00286]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2022.33it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2021.47it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2021.18it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2020.32it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2020.01it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2019.15it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2018.85it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2018.00it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2017.71it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2016.85it/s, iter=1.44e+03, step_size=0.893, tol=0.00285]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2016.55it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2015.70it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2015.41it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2014.55it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2014.26it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2013.41it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2013.12it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2012.26it/s, iter=1.44e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2011.97it/s, iter=1.45e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2011.00it/s, iter=1.45e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2010.70it/s, iter=1.45e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2009.85it/s, iter=1.45e+03, step_size=0.893, tol=0.00284]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2009.56it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2008.71it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2008.42it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2007.32it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2007.03it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2006.19it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2005.90it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2005.03it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2004.74it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2003.89it/s, iter=1.45e+03, step_size=0.893, tol=0.00283]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2003.59it/s, iter=1.45e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2002.74it/s, iter=1.45e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2002.45it/s, iter=1.45e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2001.60it/s, iter=1.45e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2001.32it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2000.48it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 2000.19it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1999.35it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1999.07it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1998.07it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1997.79it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1996.95it/s, iter=1.46e+03, step_size=0.893, tol=0.00282]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1996.66it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1995.82it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1995.54it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1994.70it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1994.42it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1993.58it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1993.30it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1992.45it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1992.16it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1991.33it/s, iter=1.46e+03, step_size=0.893, tol=0.00281]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1991.04it/s, iter=1.46e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1990.09it/s, iter=1.46e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1989.80it/s, iter=1.46e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1988.97it/s, iter=1.46e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1988.69it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1987.84it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1987.56it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1986.70it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1986.42it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1985.59it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1985.18it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1984.04it/s, iter=1.47e+03, step_size=0.893, tol=0.0028]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1983.76it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1982.94it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1982.66it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1981.82it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1981.54it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1980.72it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1980.44it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1979.61it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1979.33it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1978.50it/s, iter=1.47e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1978.23it/s, iter=1.48e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1977.40it/s, iter=1.48e+03, step_size=0.893, tol=0.00279]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1977.11it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1976.29it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1976.01it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1975.20it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1974.91it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1974.08it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1973.80it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1972.99it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1972.71it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1971.88it/s, iter=1.48e+03, step_size=0.893, tol=0.00278]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1971.60it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1970.77it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1970.48it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1969.66it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1969.39it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1968.57it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1968.29it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1967.45it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1967.16it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1966.35it/s, iter=1.48e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1966.06it/s, iter=1.49e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1965.25it/s, iter=1.49e+03, step_size=0.893, tol=0.00277]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1964.96it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1964.14it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1963.87it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1963.02it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1962.74it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1961.93it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1961.65it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1960.84it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1960.57it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1959.76it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1959.49it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1958.68it/s, iter=1.49e+03, step_size=0.893, tol=0.00276]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1958.41it/s, iter=1.49e+03, step_size=0.893, tol=0.00275]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1957.59it/s, iter=1.49e+03, step_size=0.893, tol=0.00275]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1957.32it/s, iter=1.49e+03, step_size=0.893, tol=0.00275]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1956.50it/s, iter=1.49e+03, step_size=0.893, tol=0.00275]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1956.23it/s, iter=1.5e+03, step_size=0.893, tol=0.00275]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1955.32it/s, iter=1.5e+03, step_size=0.893, tol=0.00275]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1955.04it/s, iter=1.5e+03, step_size=0.893, tol=0.00275]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1954.24it/s, iter=1.5e+03, step_size=0.893, tol=0.00275]
PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1953.96it/s, iter=1.5e+03, step_size=0.893, tol=0.00275]
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PGD: 26%|##6 | 1314/5000 [00:00<00:01, 1933.89it/s, iter=1.52e+03, step_size=0.893, tol=0.00272]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2217.59it/s, iter=1.59e+03, step_size=0.893, tol=0.0026]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2199.42it/s, iter=1.6e+03, step_size=0.893, tol=0.00259]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2180.89it/s, iter=1.60e+03, step_size=0.893, tol=0.00258]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2179.31it/s, iter=1.61e+03, step_size=0.893, tol=0.00257]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2038.36it/s, iter=1.72e+03, step_size=0.893, tol=0.00243]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2035.32it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2030.58it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2029.15it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2028.01it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2026.52it/s, iter=1.72e+03, step_size=0.893, tol=0.00242]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2026.25it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2025.46it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2025.19it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2024.18it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2023.05it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2022.80it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2021.96it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2021.71it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2020.65it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2020.40it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2019.47it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2019.18it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2018.43it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2018.18it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2017.43it/s, iter=1.73e+03, step_size=0.893, tol=0.00241]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2017.17it/s, iter=1.73e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2016.42it/s, iter=1.73e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2016.16it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2015.42it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2015.14it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2014.39it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2014.14it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2013.41it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2013.16it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2012.42it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2012.13it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2011.31it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2011.07it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2010.33it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2010.08it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2009.19it/s, iter=1.74e+03, step_size=0.893, tol=0.0024]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2008.89it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2008.17it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2007.93it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2007.20it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2006.96it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2006.23it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2005.99it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2005.27it/s, iter=1.74e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2005.02it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2004.31it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2004.06it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2003.35it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2002.92it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2001.85it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2001.48it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2000.65it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 2000.38it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1999.61it/s, iter=1.75e+03, step_size=0.893, tol=0.00239]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1999.35it/s, iter=1.75e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1998.36it/s, iter=1.75e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1998.10it/s, iter=1.75e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1997.33it/s, iter=1.75e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1997.07it/s, iter=1.75e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1996.04it/s, iter=1.75e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1995.68it/s, iter=1.75e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1994.84it/s, iter=1.75e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1994.60it/s, iter=1.76e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1993.86it/s, iter=1.76e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1993.61it/s, iter=1.76e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1992.89it/s, iter=1.76e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1992.56it/s, iter=1.76e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1991.84it/s, iter=1.76e+03, step_size=0.893, tol=0.00238]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1990.87it/s, iter=1.76e+03, step_size=0.893, tol=0.00238]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1990.62it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1989.89it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1988.73it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1988.48it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1987.77it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1987.53it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1986.83it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1986.59it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1985.87it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1984.56it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1984.21it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1983.50it/s, iter=1.76e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1983.26it/s, iter=1.77e+03, step_size=0.893, tol=0.00237]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1981.60it/s, iter=1.77e+03, step_size=0.893, tol=0.00237]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1981.36it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1980.66it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1980.42it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1979.72it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1979.48it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1978.35it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1977.65it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1976.71it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1975.76it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1975.52it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1974.82it/s, iter=1.77e+03, step_size=0.893, tol=0.00236]
PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1974.58it/s, iter=1.78e+03, step_size=0.893, tol=0.00236]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1973.64it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
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PGD: 31%|###1 | 1570/5000 [00:00<00:01, 1970.14it/s, iter=1.78e+03, step_size=0.893, tol=0.00235]
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PGD: 100%|#########9| 4998/5000 [00:02<00:00, 2179.17it/s, iter=5e+03, step_size=0.893, tol=0.00113]
PGD: 100%|#########9| 4998/5000 [00:02<00:00, 2178.88it/s, iter=5e+03, step_size=0.893, tol=0.00113]
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PGD: 100%|#########9| 4998/5000 [00:02<00:00, 2178.49it/s, iter=5e+03, step_size=0.893, tol=0.00113]
PGD: 100%|#########9| 4998/5000 [00:02<00:00, 2178.40it/s, iter=5e+03, step_size=0.893, tol=0.00113]
PGD: 100%|##########| 5000/5000 [00:02<00:00, 2179.05it/s, iter=5e+03, step_size=0.893, tol=0.00113]
beta = 0.01
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PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2215.04it/s, iter=1.11e+03, step_size=0.893, tol=6.13e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2213.79it/s, iter=1.11e+03, step_size=0.893, tol=6.13e-05]
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PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2032.31it/s, iter=1.22e+03, step_size=0.893, tol=3.78e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2031.25it/s, iter=1.22e+03, step_size=0.893, tol=3.78e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2030.89it/s, iter=1.22e+03, step_size=0.893, tol=3.76e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2029.84it/s, iter=1.22e+03, step_size=0.893, tol=3.76e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2029.47it/s, iter=1.22e+03, step_size=0.893, tol=3.75e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2028.42it/s, iter=1.22e+03, step_size=0.893, tol=3.75e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2028.05it/s, iter=1.23e+03, step_size=0.893, tol=3.73e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2027.00it/s, iter=1.23e+03, step_size=0.893, tol=3.73e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2026.64it/s, iter=1.23e+03, step_size=0.893, tol=3.72e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2025.60it/s, iter=1.23e+03, step_size=0.893, tol=3.72e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2025.24it/s, iter=1.23e+03, step_size=0.893, tol=3.7e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2024.20it/s, iter=1.23e+03, step_size=0.893, tol=3.7e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2023.84it/s, iter=1.23e+03, step_size=0.893, tol=3.68e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2022.80it/s, iter=1.23e+03, step_size=0.893, tol=3.68e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2022.44it/s, iter=1.23e+03, step_size=0.893, tol=3.67e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2021.39it/s, iter=1.23e+03, step_size=0.893, tol=3.67e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2021.04it/s, iter=1.23e+03, step_size=0.893, tol=3.65e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2020.00it/s, iter=1.23e+03, step_size=0.893, tol=3.65e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2019.64it/s, iter=1.23e+03, step_size=0.893, tol=3.64e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2018.57it/s, iter=1.23e+03, step_size=0.893, tol=3.64e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2018.22it/s, iter=1.23e+03, step_size=0.893, tol=3.62e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2017.17it/s, iter=1.23e+03, step_size=0.893, tol=3.62e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2016.82it/s, iter=1.23e+03, step_size=0.893, tol=3.61e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2015.78it/s, iter=1.23e+03, step_size=0.893, tol=3.61e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2015.43it/s, iter=1.24e+03, step_size=0.893, tol=3.59e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2014.39it/s, iter=1.24e+03, step_size=0.893, tol=3.59e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2014.03it/s, iter=1.24e+03, step_size=0.893, tol=3.58e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2013.00it/s, iter=1.24e+03, step_size=0.893, tol=3.58e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2012.65it/s, iter=1.24e+03, step_size=0.893, tol=3.56e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2011.61it/s, iter=1.24e+03, step_size=0.893, tol=3.56e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2011.26it/s, iter=1.24e+03, step_size=0.893, tol=3.55e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2010.21it/s, iter=1.24e+03, step_size=0.893, tol=3.55e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2009.85it/s, iter=1.24e+03, step_size=0.893, tol=3.53e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2008.82it/s, iter=1.24e+03, step_size=0.893, tol=3.53e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2008.47it/s, iter=1.24e+03, step_size=0.893, tol=3.52e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2007.44it/s, iter=1.24e+03, step_size=0.893, tol=3.52e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2007.09it/s, iter=1.24e+03, step_size=0.893, tol=3.5e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2006.06it/s, iter=1.24e+03, step_size=0.893, tol=3.5e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2005.71it/s, iter=1.24e+03, step_size=0.893, tol=3.49e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2004.58it/s, iter=1.24e+03, step_size=0.893, tol=3.49e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2004.20it/s, iter=1.24e+03, step_size=0.893, tol=3.47e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2003.18it/s, iter=1.24e+03, step_size=0.893, tol=3.47e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2002.82it/s, iter=1.24e+03, step_size=0.893, tol=3.46e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2001.80it/s, iter=1.24e+03, step_size=0.893, tol=3.46e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2001.45it/s, iter=1.24e+03, step_size=0.893, tol=3.44e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2000.43it/s, iter=1.24e+03, step_size=0.893, tol=3.44e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 2000.09it/s, iter=1.25e+03, step_size=0.893, tol=3.43e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1999.06it/s, iter=1.25e+03, step_size=0.893, tol=3.43e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1998.72it/s, iter=1.25e+03, step_size=0.893, tol=3.41e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1997.70it/s, iter=1.25e+03, step_size=0.893, tol=3.41e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1997.34it/s, iter=1.25e+03, step_size=0.893, tol=3.4e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1996.32it/s, iter=1.25e+03, step_size=0.893, tol=3.4e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1995.97it/s, iter=1.25e+03, step_size=0.893, tol=3.38e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1994.94it/s, iter=1.25e+03, step_size=0.893, tol=3.38e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1994.59it/s, iter=1.25e+03, step_size=0.893, tol=3.37e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1993.58it/s, iter=1.25e+03, step_size=0.893, tol=3.37e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1993.21it/s, iter=1.25e+03, step_size=0.893, tol=3.36e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1992.20it/s, iter=1.25e+03, step_size=0.893, tol=3.36e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1991.85it/s, iter=1.25e+03, step_size=0.893, tol=3.34e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1990.84it/s, iter=1.25e+03, step_size=0.893, tol=3.34e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1990.49it/s, iter=1.25e+03, step_size=0.893, tol=3.33e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1989.46it/s, iter=1.25e+03, step_size=0.893, tol=3.33e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1989.11it/s, iter=1.25e+03, step_size=0.893, tol=3.31e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1988.09it/s, iter=1.25e+03, step_size=0.893, tol=3.31e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1987.74it/s, iter=1.26e+03, step_size=0.893, tol=3.3e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1986.72it/s, iter=1.26e+03, step_size=0.893, tol=3.3e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1986.37it/s, iter=1.26e+03, step_size=0.893, tol=3.29e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1985.36it/s, iter=1.26e+03, step_size=0.893, tol=3.29e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1985.02it/s, iter=1.26e+03, step_size=0.893, tol=3.27e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1984.01it/s, iter=1.26e+03, step_size=0.893, tol=3.27e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1983.66it/s, iter=1.26e+03, step_size=0.893, tol=3.26e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1982.65it/s, iter=1.26e+03, step_size=0.893, tol=3.26e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1982.31it/s, iter=1.26e+03, step_size=0.893, tol=3.24e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1981.30it/s, iter=1.26e+03, step_size=0.893, tol=3.24e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1980.95it/s, iter=1.26e+03, step_size=0.893, tol=3.23e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1979.95it/s, iter=1.26e+03, step_size=0.893, tol=3.23e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1979.60it/s, iter=1.26e+03, step_size=0.893, tol=3.22e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1978.59it/s, iter=1.26e+03, step_size=0.893, tol=3.22e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1978.25it/s, iter=1.26e+03, step_size=0.893, tol=3.2e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1977.24it/s, iter=1.26e+03, step_size=0.893, tol=3.2e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1976.90it/s, iter=1.26e+03, step_size=0.893, tol=3.19e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1975.88it/s, iter=1.26e+03, step_size=0.893, tol=3.19e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1975.46it/s, iter=1.26e+03, step_size=0.893, tol=3.18e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1974.41it/s, iter=1.26e+03, step_size=0.893, tol=3.18e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1974.07it/s, iter=1.26e+03, step_size=0.893, tol=3.16e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1973.06it/s, iter=1.26e+03, step_size=0.893, tol=3.16e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1972.72it/s, iter=1.27e+03, step_size=0.893, tol=3.15e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1971.68it/s, iter=1.27e+03, step_size=0.893, tol=3.15e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1971.33it/s, iter=1.27e+03, step_size=0.893, tol=3.14e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1970.33it/s, iter=1.27e+03, step_size=0.893, tol=3.14e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1969.99it/s, iter=1.27e+03, step_size=0.893, tol=3.12e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1969.00it/s, iter=1.27e+03, step_size=0.893, tol=3.12e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1968.66it/s, iter=1.27e+03, step_size=0.893, tol=3.11e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1967.67it/s, iter=1.27e+03, step_size=0.893, tol=3.11e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1967.33it/s, iter=1.27e+03, step_size=0.893, tol=3.1e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1966.33it/s, iter=1.27e+03, step_size=0.893, tol=3.1e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1965.99it/s, iter=1.27e+03, step_size=0.893, tol=3.08e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1965.00it/s, iter=1.27e+03, step_size=0.893, tol=3.08e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1964.66it/s, iter=1.27e+03, step_size=0.893, tol=3.07e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1963.61it/s, iter=1.27e+03, step_size=0.893, tol=3.07e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1963.23it/s, iter=1.27e+03, step_size=0.893, tol=3.06e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1962.24it/s, iter=1.27e+03, step_size=0.893, tol=3.06e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1961.90it/s, iter=1.27e+03, step_size=0.893, tol=3.05e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1960.78it/s, iter=1.27e+03, step_size=0.893, tol=3.05e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1960.45it/s, iter=1.28e+03, step_size=0.893, tol=3.03e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1959.46it/s, iter=1.28e+03, step_size=0.893, tol=3.03e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1959.10it/s, iter=1.28e+03, step_size=0.893, tol=3.02e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1958.12it/s, iter=1.28e+03, step_size=0.893, tol=3.02e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1957.79it/s, iter=1.28e+03, step_size=0.893, tol=3.01e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1956.80it/s, iter=1.28e+03, step_size=0.893, tol=3.01e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1956.47it/s, iter=1.28e+03, step_size=0.893, tol=2.99e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1955.49it/s, iter=1.28e+03, step_size=0.893, tol=2.99e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1955.16it/s, iter=1.28e+03, step_size=0.893, tol=2.98e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1954.18it/s, iter=1.28e+03, step_size=0.893, tol=2.98e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1953.85it/s, iter=1.28e+03, step_size=0.893, tol=2.97e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1952.87it/s, iter=1.28e+03, step_size=0.893, tol=2.97e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1952.54it/s, iter=1.28e+03, step_size=0.893, tol=2.96e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1951.56it/s, iter=1.28e+03, step_size=0.893, tol=2.96e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1951.23it/s, iter=1.28e+03, step_size=0.893, tol=2.94e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1950.26it/s, iter=1.28e+03, step_size=0.893, tol=2.94e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1949.92it/s, iter=1.28e+03, step_size=0.893, tol=2.93e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1948.95it/s, iter=1.28e+03, step_size=0.893, tol=2.93e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1948.62it/s, iter=1.28e+03, step_size=0.893, tol=2.92e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1947.63it/s, iter=1.28e+03, step_size=0.893, tol=2.92e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1947.29it/s, iter=1.28e+03, step_size=0.893, tol=2.91e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1946.32it/s, iter=1.28e+03, step_size=0.893, tol=2.91e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1945.99it/s, iter=1.29e+03, step_size=0.893, tol=2.89e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:01, 1945.01it/s, iter=1.29e+03, step_size=0.893, tol=2.89e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1944.68it/s, iter=1.29e+03, step_size=0.893, tol=2.88e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1943.71it/s, iter=1.29e+03, step_size=0.893, tol=2.88e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1943.38it/s, iter=1.29e+03, step_size=0.893, tol=2.87e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1942.39it/s, iter=1.29e+03, step_size=0.893, tol=2.87e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1942.06it/s, iter=1.29e+03, step_size=0.893, tol=2.86e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1941.11it/s, iter=1.29e+03, step_size=0.893, tol=2.86e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1940.78it/s, iter=1.29e+03, step_size=0.893, tol=2.85e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1939.82it/s, iter=1.29e+03, step_size=0.893, tol=2.85e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1939.49it/s, iter=1.29e+03, step_size=0.893, tol=2.83e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1938.52it/s, iter=1.29e+03, step_size=0.893, tol=2.83e-05]
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PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1920.44it/s, iter=1.30e+03, step_size=0.893, tol=2.67e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1920.12it/s, iter=1.31e+03, step_size=0.893, tol=2.66e-05]
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PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1915.27it/s, iter=1.31e+03, step_size=0.893, tol=2.63e-05]
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PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1912.35it/s, iter=1.31e+03, step_size=0.893, tol=2.59e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1911.41it/s, iter=1.31e+03, step_size=0.893, tol=2.59e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1911.09it/s, iter=1.31e+03, step_size=0.893, tol=2.58e-05]
PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1910.14it/s, iter=1.31e+03, step_size=0.893, tol=2.58e-05]
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PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1908.57it/s, iter=1.32e+03, step_size=0.893, tol=2.56e-05]
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PGD: 22%|##2 | 1110/5000 [00:00<00:02, 1906.37it/s, iter=1.32e+03, step_size=0.893, tol=2.55e-05]
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PGD: 27%|##7 | 1362/5000 [00:00<00:01, 2018.38it/s, iter=1.52e+03, step_size=0.893, tol=1.07e-05]
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PGD: 27%|##7 | 1362/5000 [00:00<00:01, 2016.33it/s, iter=1.52e+03, step_size=0.893, tol=1.07e-05]
PGD: 27%|##7 | 1362/5000 [00:00<00:01, 2016.03it/s, iter=1.52e+03, step_size=0.893, tol=1.07e-05]
PGD: 27%|##7 | 1362/5000 [00:00<00:01, 2015.13it/s, iter=1.52e+03, step_size=0.893, tol=1.07e-05]
PGD: 27%|##7 | 1362/5000 [00:00<00:01, 2014.83it/s, iter=1.52e+03, step_size=0.893, tol=1.06e-05]
PGD: 27%|##7 | 1362/5000 [00:00<00:01, 2013.96it/s, iter=1.52e+03, step_size=0.893, tol=1.06e-05]
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PGD: 27%|##7 | 1362/5000 [00:00<00:01, 2012.81it/s, iter=1.52e+03, step_size=0.893, tol=1.06e-05]
PGD: 27%|##7 | 1362/5000 [00:00<00:01, 2012.49it/s, iter=1.53e+03, step_size=0.893, tol=1.05e-05]
PGD: 27%|##7 | 1362/5000 [00:00<00:01, 2011.62it/s, iter=1.53e+03, step_size=0.893, tol=1.05e-05]
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PGD: 27%|##7 | 1362/5000 [00:00<00:01, 1989.80it/s, iter=1.54e+03, step_size=0.893, tol=9.96e-06]
PGD: 27%|##7 | 1362/5000 [00:00<00:01, 1989.50it/s, iter=1.54e+03, step_size=0.893, tol=9.92e-06]
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PGD: 31%|###1 | 1574/5000 [00:00<00:01, 2015.10it/s, iter=1.73e+03, step_size=0.893, tol=4.45e-06]
PGD: 31%|###1 | 1574/5000 [00:00<00:01, 2014.10it/s, iter=1.73e+03, step_size=0.893, tol=4.45e-06]
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PGD: 31%|###1 | 1574/5000 [00:00<00:01, 2009.89it/s, iter=1.74e+03, step_size=0.893, tol=4.37e-06]
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PGD: 36%|###5 | 1782/5000 [00:00<00:01, 2215.04it/s, iter=1.78e+03, step_size=0.893, tol=3.6e-06]
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PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1985.19it/s, iter=1.97e+03, step_size=0.893, tol=1.61e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1984.96it/s, iter=1.98e+03, step_size=0.893, tol=1.6e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1984.05it/s, iter=1.98e+03, step_size=0.893, tol=1.6e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1983.83it/s, iter=1.98e+03, step_size=0.893, tol=1.59e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1983.19it/s, iter=1.98e+03, step_size=0.893, tol=1.59e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1982.97it/s, iter=1.98e+03, step_size=0.893, tol=1.59e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1982.33it/s, iter=1.98e+03, step_size=0.893, tol=1.59e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1982.11it/s, iter=1.98e+03, step_size=0.893, tol=1.58e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1981.47it/s, iter=1.98e+03, step_size=0.893, tol=1.58e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1981.26it/s, iter=1.98e+03, step_size=0.893, tol=1.57e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1980.62it/s, iter=1.98e+03, step_size=0.893, tol=1.57e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1980.41it/s, iter=1.98e+03, step_size=0.893, tol=1.57e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1979.77it/s, iter=1.98e+03, step_size=0.893, tol=1.57e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1979.56it/s, iter=1.98e+03, step_size=0.893, tol=1.56e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1978.25it/s, iter=1.98e+03, step_size=0.893, tol=1.56e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1978.02it/s, iter=1.98e+03, step_size=0.893, tol=1.55e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1977.38it/s, iter=1.98e+03, step_size=0.893, tol=1.55e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1977.17it/s, iter=1.98e+03, step_size=0.893, tol=1.55e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1976.53it/s, iter=1.98e+03, step_size=0.893, tol=1.55e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1976.30it/s, iter=1.98e+03, step_size=0.893, tol=1.54e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1975.40it/s, iter=1.98e+03, step_size=0.893, tol=1.54e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1975.18it/s, iter=1.98e+03, step_size=0.893, tol=1.53e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1974.55it/s, iter=1.98e+03, step_size=0.893, tol=1.53e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1974.32it/s, iter=1.99e+03, step_size=0.893, tol=1.53e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1973.67it/s, iter=1.99e+03, step_size=0.893, tol=1.53e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1973.45it/s, iter=1.99e+03, step_size=0.893, tol=1.52e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1972.82it/s, iter=1.99e+03, step_size=0.893, tol=1.52e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1972.60it/s, iter=1.99e+03, step_size=0.893, tol=1.51e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1971.97it/s, iter=1.99e+03, step_size=0.893, tol=1.51e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1971.75it/s, iter=1.99e+03, step_size=0.893, tol=1.51e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1971.12it/s, iter=1.99e+03, step_size=0.893, tol=1.51e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1970.90it/s, iter=1.99e+03, step_size=0.893, tol=1.5e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1970.21it/s, iter=1.99e+03, step_size=0.893, tol=1.5e-06]
PGD: 36%|###5 | 1782/5000 [00:00<00:01, 1969.99it/s, iter=1.99e+03, step_size=0.893, tol=1.49e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2201.97it/s, iter=1.99e+03, step_size=0.893, tol=1.49e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2201.28it/s, iter=1.99e+03, step_size=0.893, tol=1.49e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2201.04it/s, iter=1.99e+03, step_size=0.893, tol=1.49e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2200.33it/s, iter=1.99e+03, step_size=0.893, tol=1.49e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2200.09it/s, iter=1.99e+03, step_size=0.893, tol=1.48e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2199.39it/s, iter=1.99e+03, step_size=0.893, tol=1.48e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2199.04it/s, iter=1.99e+03, step_size=0.893, tol=1.48e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2197.82it/s, iter=1.99e+03, step_size=0.893, tol=1.48e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2197.36it/s, iter=2e+03, step_size=0.893, tol=1.47e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2196.14it/s, iter=2e+03, step_size=0.893, tol=1.47e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2195.89it/s, iter=2e+03, step_size=0.893, tol=1.46e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2195.19it/s, iter=2e+03, step_size=0.893, tol=1.46e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2194.95it/s, iter=2e+03, step_size=0.893, tol=1.46e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2194.25it/s, iter=2e+03, step_size=0.893, tol=1.46e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2194.01it/s, iter=2e+03, step_size=0.893, tol=1.45e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2193.31it/s, iter=2e+03, step_size=0.893, tol=1.45e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2192.70it/s, iter=2e+03, step_size=0.893, tol=1.45e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2191.67it/s, iter=2e+03, step_size=0.893, tol=1.45e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2191.40it/s, iter=2e+03, step_size=0.893, tol=1.44e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2190.63it/s, iter=2e+03, step_size=0.893, tol=1.44e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2190.37it/s, iter=2e+03, step_size=0.893, tol=1.43e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2189.57it/s, iter=2e+03, step_size=0.893, tol=1.43e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2189.13it/s, iter=2e+03, step_size=0.893, tol=1.43e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2188.36it/s, iter=2e+03, step_size=0.893, tol=1.43e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2188.10it/s, iter=2e+03, step_size=0.893, tol=1.42e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2187.32it/s, iter=2e+03, step_size=0.893, tol=1.42e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2187.05it/s, iter=2e+03, step_size=0.893, tol=1.42e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2186.28it/s, iter=2e+03, step_size=0.893, tol=1.42e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2186.01it/s, iter=2.00e+03, step_size=0.893, tol=1.41e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2185.24it/s, iter=2.00e+03, step_size=0.893, tol=1.41e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2184.98it/s, iter=2.01e+03, step_size=0.893, tol=1.4e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2184.22it/s, iter=2.01e+03, step_size=0.893, tol=1.4e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2183.82it/s, iter=2.01e+03, step_size=0.893, tol=1.4e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2182.20it/s, iter=2.01e+03, step_size=0.893, tol=1.4e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2181.91it/s, iter=2.01e+03, step_size=0.893, tol=1.39e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2180.96it/s, iter=2.01e+03, step_size=0.893, tol=1.39e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2180.68it/s, iter=2.01e+03, step_size=0.893, tol=1.39e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2179.88it/s, iter=2.01e+03, step_size=0.893, tol=1.39e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2179.53it/s, iter=2.01e+03, step_size=0.893, tol=1.38e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2178.83it/s, iter=2.01e+03, step_size=0.893, tol=1.38e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2178.59it/s, iter=2.01e+03, step_size=0.893, tol=1.37e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2177.89it/s, iter=2.01e+03, step_size=0.893, tol=1.37e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2177.65it/s, iter=2.01e+03, step_size=0.893, tol=1.37e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2176.79it/s, iter=2.01e+03, step_size=0.893, tol=1.37e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2176.34it/s, iter=2.01e+03, step_size=0.893, tol=1.36e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2175.56it/s, iter=2.01e+03, step_size=0.893, tol=1.36e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2175.32it/s, iter=2.01e+03, step_size=0.893, tol=1.36e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2174.62it/s, iter=2.01e+03, step_size=0.893, tol=1.36e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2174.38it/s, iter=2.02e+03, step_size=0.893, tol=1.35e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2173.08it/s, iter=2.02e+03, step_size=0.893, tol=1.35e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2172.74it/s, iter=2.02e+03, step_size=0.893, tol=1.35e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2172.03it/s, iter=2.02e+03, step_size=0.893, tol=1.35e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2171.79it/s, iter=2.02e+03, step_size=0.893, tol=1.34e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2171.09it/s, iter=2.02e+03, step_size=0.893, tol=1.34e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2170.85it/s, iter=2.02e+03, step_size=0.893, tol=1.33e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2169.92it/s, iter=2.02e+03, step_size=0.893, tol=1.33e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2169.68it/s, iter=2.02e+03, step_size=0.893, tol=1.33e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2168.97it/s, iter=2.02e+03, step_size=0.893, tol=1.33e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2168.69it/s, iter=2.02e+03, step_size=0.893, tol=1.32e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2167.98it/s, iter=2.02e+03, step_size=0.893, tol=1.32e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2167.74it/s, iter=2.02e+03, step_size=0.893, tol=1.32e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2167.05it/s, iter=2.02e+03, step_size=0.893, tol=1.32e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2166.81it/s, iter=2.02e+03, step_size=0.893, tol=1.31e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2166.13it/s, iter=2.02e+03, step_size=0.893, tol=1.31e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2165.89it/s, iter=2.02e+03, step_size=0.893, tol=1.31e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2165.21it/s, iter=2.02e+03, step_size=0.893, tol=1.31e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2164.97it/s, iter=2.02e+03, step_size=0.893, tol=1.3e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2164.30it/s, iter=2.02e+03, step_size=0.893, tol=1.3e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2164.06it/s, iter=2.02e+03, step_size=0.893, tol=1.3e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2163.38it/s, iter=2.02e+03, step_size=0.893, tol=1.3e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2163.15it/s, iter=2.03e+03, step_size=0.893, tol=1.29e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2162.47it/s, iter=2.03e+03, step_size=0.893, tol=1.29e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2162.24it/s, iter=2.03e+03, step_size=0.893, tol=1.29e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2161.57it/s, iter=2.03e+03, step_size=0.893, tol=1.29e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2161.33it/s, iter=2.03e+03, step_size=0.893, tol=1.28e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2160.46it/s, iter=2.03e+03, step_size=0.893, tol=1.28e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2160.23it/s, iter=2.03e+03, step_size=0.893, tol=1.27e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2159.47it/s, iter=2.03e+03, step_size=0.893, tol=1.27e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2159.14it/s, iter=2.03e+03, step_size=0.893, tol=1.27e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2157.98it/s, iter=2.03e+03, step_size=0.893, tol=1.27e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2157.56it/s, iter=2.03e+03, step_size=0.893, tol=1.26e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2156.44it/s, iter=2.03e+03, step_size=0.893, tol=1.26e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2156.16it/s, iter=2.03e+03, step_size=0.893, tol=1.26e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2155.32it/s, iter=2.03e+03, step_size=0.893, tol=1.26e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2154.86it/s, iter=2.03e+03, step_size=0.893, tol=1.25e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2153.90it/s, iter=2.03e+03, step_size=0.893, tol=1.25e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2153.62it/s, iter=2.03e+03, step_size=0.893, tol=1.25e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2152.77it/s, iter=2.03e+03, step_size=0.893, tol=1.25e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2152.49it/s, iter=2.04e+03, step_size=0.893, tol=1.24e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2151.54it/s, iter=2.04e+03, step_size=0.893, tol=1.24e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2151.19it/s, iter=2.04e+03, step_size=0.893, tol=1.24e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2150.35it/s, iter=2.04e+03, step_size=0.893, tol=1.24e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2150.07it/s, iter=2.04e+03, step_size=0.893, tol=1.23e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2149.23it/s, iter=2.04e+03, step_size=0.893, tol=1.23e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2148.95it/s, iter=2.04e+03, step_size=0.893, tol=1.23e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2148.13it/s, iter=2.04e+03, step_size=0.893, tol=1.23e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2147.85it/s, iter=2.04e+03, step_size=0.893, tol=1.22e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2147.03it/s, iter=2.04e+03, step_size=0.893, tol=1.22e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2146.76it/s, iter=2.04e+03, step_size=0.893, tol=1.22e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2145.93it/s, iter=2.04e+03, step_size=0.893, tol=1.22e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2145.65it/s, iter=2.04e+03, step_size=0.893, tol=1.21e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2144.74it/s, iter=2.04e+03, step_size=0.893, tol=1.21e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2144.45it/s, iter=2.04e+03, step_size=0.893, tol=1.21e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2143.18it/s, iter=2.04e+03, step_size=0.893, tol=1.21e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2142.70it/s, iter=2.04e+03, step_size=0.893, tol=1.2e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2141.30it/s, iter=2.04e+03, step_size=0.893, tol=1.2e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2140.89it/s, iter=2.04e+03, step_size=0.893, tol=1.2e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2139.80it/s, iter=2.04e+03, step_size=0.893, tol=1.2e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2139.52it/s, iter=2.04e+03, step_size=0.893, tol=1.19e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2138.49it/s, iter=2.04e+03, step_size=0.893, tol=1.19e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2138.23it/s, iter=2.05e+03, step_size=0.893, tol=1.19e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2137.50it/s, iter=2.05e+03, step_size=0.893, tol=1.19e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2137.25it/s, iter=2.05e+03, step_size=0.893, tol=1.18e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2136.16it/s, iter=2.05e+03, step_size=0.893, tol=1.18e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2135.63it/s, iter=2.05e+03, step_size=0.893, tol=1.18e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2134.85it/s, iter=2.05e+03, step_size=0.893, tol=1.18e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2134.59it/s, iter=2.05e+03, step_size=0.893, tol=1.17e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2133.86it/s, iter=2.05e+03, step_size=0.893, tol=1.17e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2133.59it/s, iter=2.05e+03, step_size=0.893, tol=1.17e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2132.70it/s, iter=2.05e+03, step_size=0.893, tol=1.17e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2132.47it/s, iter=2.05e+03, step_size=0.893, tol=1.16e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2131.79it/s, iter=2.05e+03, step_size=0.893, tol=1.16e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2131.56it/s, iter=2.05e+03, step_size=0.893, tol=1.16e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2130.87it/s, iter=2.05e+03, step_size=0.893, tol=1.16e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2130.64it/s, iter=2.05e+03, step_size=0.893, tol=1.15e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2129.96it/s, iter=2.05e+03, step_size=0.893, tol=1.15e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2129.73it/s, iter=2.05e+03, step_size=0.893, tol=1.15e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2129.06it/s, iter=2.05e+03, step_size=0.893, tol=1.15e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2128.84it/s, iter=2.06e+03, step_size=0.893, tol=1.14e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2128.17it/s, iter=2.06e+03, step_size=0.893, tol=1.14e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2127.94it/s, iter=2.06e+03, step_size=0.893, tol=1.14e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2127.27it/s, iter=2.06e+03, step_size=0.893, tol=1.14e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2127.04it/s, iter=2.06e+03, step_size=0.893, tol=1.13e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2126.36it/s, iter=2.06e+03, step_size=0.893, tol=1.13e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2126.13it/s, iter=2.06e+03, step_size=0.893, tol=1.13e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2125.47it/s, iter=2.06e+03, step_size=0.893, tol=1.13e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2125.24it/s, iter=2.06e+03, step_size=0.893, tol=1.12e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2124.58it/s, iter=2.06e+03, step_size=0.893, tol=1.12e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2124.35it/s, iter=2.06e+03, step_size=0.893, tol=1.12e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2123.55it/s, iter=2.06e+03, step_size=0.893, tol=1.12e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2123.33it/s, iter=2.06e+03, step_size=0.893, tol=1.12e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2122.58it/s, iter=2.06e+03, step_size=0.893, tol=1.12e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2122.32it/s, iter=2.06e+03, step_size=0.893, tol=1.11e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2121.66it/s, iter=2.06e+03, step_size=0.893, tol=1.11e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2121.40it/s, iter=2.06e+03, step_size=0.893, tol=1.11e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2120.27it/s, iter=2.06e+03, step_size=0.893, tol=1.11e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2119.98it/s, iter=2.06e+03, step_size=0.893, tol=1.1e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2118.80it/s, iter=2.06e+03, step_size=0.893, tol=1.1e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2118.47it/s, iter=2.06e+03, step_size=0.893, tol=1.1e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2117.39it/s, iter=2.06e+03, step_size=0.893, tol=1.1e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2117.16it/s, iter=2.07e+03, step_size=0.893, tol=1.09e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2116.50it/s, iter=2.07e+03, step_size=0.893, tol=1.09e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2116.27it/s, iter=2.07e+03, step_size=0.893, tol=1.09e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2115.62it/s, iter=2.07e+03, step_size=0.893, tol=1.09e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2115.38it/s, iter=2.07e+03, step_size=0.893, tol=1.08e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2114.52it/s, iter=2.07e+03, step_size=0.893, tol=1.08e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2114.30it/s, iter=2.07e+03, step_size=0.893, tol=1.08e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2113.65it/s, iter=2.07e+03, step_size=0.893, tol=1.08e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2113.42it/s, iter=2.07e+03, step_size=0.893, tol=1.07e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2112.75it/s, iter=2.07e+03, step_size=0.893, tol=1.07e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2112.52it/s, iter=2.07e+03, step_size=0.893, tol=1.07e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2111.87it/s, iter=2.07e+03, step_size=0.893, tol=1.07e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2111.65it/s, iter=2.07e+03, step_size=0.893, tol=1.06e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2111.00it/s, iter=2.07e+03, step_size=0.893, tol=1.06e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2110.78it/s, iter=2.07e+03, step_size=0.893, tol=1.06e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2110.13it/s, iter=2.07e+03, step_size=0.893, tol=1.06e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2109.91it/s, iter=2.07e+03, step_size=0.893, tol=1.06e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2109.27it/s, iter=2.07e+03, step_size=0.893, tol=1.06e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2109.04it/s, iter=2.08e+03, step_size=0.893, tol=1.05e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2108.39it/s, iter=2.08e+03, step_size=0.893, tol=1.05e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2108.17it/s, iter=2.08e+03, step_size=0.893, tol=1.05e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2107.52it/s, iter=2.08e+03, step_size=0.893, tol=1.05e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2107.22it/s, iter=2.08e+03, step_size=0.893, tol=1.04e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2105.67it/s, iter=2.08e+03, step_size=0.893, tol=1.04e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2105.39it/s, iter=2.08e+03, step_size=0.893, tol=1.04e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2103.77it/s, iter=2.08e+03, step_size=0.893, tol=1.04e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2103.38it/s, iter=2.08e+03, step_size=0.893, tol=1.03e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2102.49it/s, iter=2.08e+03, step_size=0.893, tol=1.03e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2102.07it/s, iter=2.08e+03, step_size=0.893, tol=1.03e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2101.38it/s, iter=2.08e+03, step_size=0.893, tol=1.03e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2101.12it/s, iter=2.08e+03, step_size=0.893, tol=1.03e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2099.97it/s, iter=2.08e+03, step_size=0.893, tol=1.03e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2099.56it/s, iter=2.08e+03, step_size=0.893, tol=1.02e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2098.79it/s, iter=2.08e+03, step_size=0.893, tol=1.02e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2098.54it/s, iter=2.08e+03, step_size=0.893, tol=1.02e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2097.82it/s, iter=2.08e+03, step_size=0.893, tol=1.02e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2097.57it/s, iter=2.08e+03, step_size=0.893, tol=1.01e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2096.58it/s, iter=2.08e+03, step_size=0.893, tol=1.01e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2096.34it/s, iter=2.08e+03, step_size=0.893, tol=1.01e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2095.63it/s, iter=2.08e+03, step_size=0.893, tol=1.01e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2095.38it/s, iter=2.09e+03, step_size=0.893, tol=1e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2094.66it/s, iter=2.09e+03, step_size=0.893, tol=1e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2094.42it/s, iter=2.09e+03, step_size=0.893, tol=1e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2093.71it/s, iter=2.09e+03, step_size=0.893, tol=1e-06]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2093.47it/s, iter=2.09e+03, step_size=0.893, tol=9.96e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2092.74it/s, iter=2.09e+03, step_size=0.893, tol=9.96e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2092.50it/s, iter=2.09e+03, step_size=0.893, tol=9.92e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2091.46it/s, iter=2.09e+03, step_size=0.893, tol=9.92e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2091.21it/s, iter=2.09e+03, step_size=0.893, tol=9.88e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2090.51it/s, iter=2.09e+03, step_size=0.893, tol=9.88e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2090.27it/s, iter=2.09e+03, step_size=0.893, tol=9.83e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2089.57it/s, iter=2.09e+03, step_size=0.893, tol=9.83e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2089.33it/s, iter=2.09e+03, step_size=0.893, tol=9.79e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2088.63it/s, iter=2.09e+03, step_size=0.893, tol=9.79e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2088.24it/s, iter=2.09e+03, step_size=0.893, tol=9.75e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2087.31it/s, iter=2.09e+03, step_size=0.893, tol=9.75e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2087.04it/s, iter=2.09e+03, step_size=0.893, tol=9.71e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2086.39it/s, iter=2.09e+03, step_size=0.893, tol=9.71e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2086.17it/s, iter=2.1e+03, step_size=0.893, tol=9.67e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2085.53it/s, iter=2.1e+03, step_size=0.893, tol=9.67e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2085.31it/s, iter=2.1e+03, step_size=0.893, tol=9.63e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2084.67it/s, iter=2.1e+03, step_size=0.893, tol=9.63e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2084.45it/s, iter=2.1e+03, step_size=0.893, tol=9.59e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2083.57it/s, iter=2.1e+03, step_size=0.893, tol=9.59e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2083.19it/s, iter=2.1e+03, step_size=0.893, tol=9.55e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2081.58it/s, iter=2.1e+03, step_size=0.893, tol=9.55e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2081.21it/s, iter=2.1e+03, step_size=0.893, tol=9.51e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2080.57it/s, iter=2.1e+03, step_size=0.893, tol=9.51e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2080.35it/s, iter=2.1e+03, step_size=0.893, tol=9.47e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2079.34it/s, iter=2.1e+03, step_size=0.893, tol=9.47e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2079.08it/s, iter=2.1e+03, step_size=0.893, tol=9.43e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2078.33it/s, iter=2.1e+03, step_size=0.893, tol=9.43e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2078.02it/s, iter=2.1e+03, step_size=0.893, tol=9.39e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2077.34it/s, iter=2.1e+03, step_size=0.893, tol=9.39e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2077.11it/s, iter=2.1e+03, step_size=0.893, tol=9.35e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2076.16it/s, iter=2.1e+03, step_size=0.893, tol=9.35e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2075.93it/s, iter=2.1e+03, step_size=0.893, tol=9.31e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2075.27it/s, iter=2.1e+03, step_size=0.893, tol=9.31e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2075.04it/s, iter=2.10e+03, step_size=0.893, tol=9.27e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2074.30it/s, iter=2.10e+03, step_size=0.893, tol=9.27e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2074.07it/s, iter=2.11e+03, step_size=0.893, tol=9.24e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2073.41it/s, iter=2.11e+03, step_size=0.893, tol=9.24e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2073.18it/s, iter=2.11e+03, step_size=0.893, tol=9.2e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2072.52it/s, iter=2.11e+03, step_size=0.893, tol=9.2e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2072.29it/s, iter=2.11e+03, step_size=0.893, tol=9.16e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2071.64it/s, iter=2.11e+03, step_size=0.893, tol=9.16e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2071.41it/s, iter=2.11e+03, step_size=0.893, tol=9.12e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2070.24it/s, iter=2.11e+03, step_size=0.893, tol=9.12e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2069.70it/s, iter=2.11e+03, step_size=0.893, tol=9.08e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2068.48it/s, iter=2.11e+03, step_size=0.893, tol=9.08e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2068.25it/s, iter=2.11e+03, step_size=0.893, tol=9.04e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2067.58it/s, iter=2.11e+03, step_size=0.893, tol=9.04e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2067.35it/s, iter=2.11e+03, step_size=0.893, tol=9.01e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2066.71it/s, iter=2.11e+03, step_size=0.893, tol=9.01e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2066.49it/s, iter=2.11e+03, step_size=0.893, tol=8.97e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2065.87it/s, iter=2.11e+03, step_size=0.893, tol=8.97e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2065.26it/s, iter=2.11e+03, step_size=0.893, tol=8.93e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2064.28it/s, iter=2.11e+03, step_size=0.893, tol=8.93e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2064.06it/s, iter=2.12e+03, step_size=0.893, tol=8.89e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2063.44it/s, iter=2.12e+03, step_size=0.893, tol=8.89e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2063.23it/s, iter=2.12e+03, step_size=0.893, tol=8.86e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2062.59it/s, iter=2.12e+03, step_size=0.893, tol=8.86e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2062.18it/s, iter=2.12e+03, step_size=0.893, tol=8.82e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2061.55it/s, iter=2.12e+03, step_size=0.893, tol=8.82e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2061.34it/s, iter=2.12e+03, step_size=0.893, tol=8.78e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2060.72it/s, iter=2.12e+03, step_size=0.893, tol=8.78e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2060.49it/s, iter=2.12e+03, step_size=0.893, tol=8.75e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2059.87it/s, iter=2.12e+03, step_size=0.893, tol=8.75e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2059.66it/s, iter=2.12e+03, step_size=0.893, tol=8.71e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2059.05it/s, iter=2.12e+03, step_size=0.893, tol=8.71e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2058.83it/s, iter=2.12e+03, step_size=0.893, tol=8.67e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2058.21it/s, iter=2.12e+03, step_size=0.893, tol=8.67e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2057.99it/s, iter=2.12e+03, step_size=0.893, tol=8.64e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2057.38it/s, iter=2.12e+03, step_size=0.893, tol=8.64e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2057.17it/s, iter=2.12e+03, step_size=0.893, tol=8.6e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2056.55it/s, iter=2.12e+03, step_size=0.893, tol=8.6e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2056.34it/s, iter=2.12e+03, step_size=0.893, tol=8.57e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2055.72it/s, iter=2.12e+03, step_size=0.893, tol=8.57e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2055.51it/s, iter=2.12e+03, step_size=0.893, tol=8.53e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2054.89it/s, iter=2.12e+03, step_size=0.893, tol=8.53e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2054.68it/s, iter=2.13e+03, step_size=0.893, tol=8.49e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2053.99it/s, iter=2.13e+03, step_size=0.893, tol=8.49e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2053.65it/s, iter=2.13e+03, step_size=0.893, tol=8.46e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2053.03it/s, iter=2.13e+03, step_size=0.893, tol=8.46e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2052.82it/s, iter=2.13e+03, step_size=0.893, tol=8.42e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2052.20it/s, iter=2.13e+03, step_size=0.893, tol=8.42e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2051.99it/s, iter=2.13e+03, step_size=0.893, tol=8.39e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2051.37it/s, iter=2.13e+03, step_size=0.893, tol=8.39e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2051.16it/s, iter=2.13e+03, step_size=0.893, tol=8.35e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2050.55it/s, iter=2.13e+03, step_size=0.893, tol=8.35e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2050.34it/s, iter=2.13e+03, step_size=0.893, tol=8.32e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2049.66it/s, iter=2.13e+03, step_size=0.893, tol=8.32e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2049.45it/s, iter=2.13e+03, step_size=0.893, tol=8.28e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2048.84it/s, iter=2.13e+03, step_size=0.893, tol=8.28e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2048.27it/s, iter=2.13e+03, step_size=0.893, tol=8.25e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2047.07it/s, iter=2.13e+03, step_size=0.893, tol=8.25e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2046.78it/s, iter=2.13e+03, step_size=0.893, tol=8.21e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2045.36it/s, iter=2.13e+03, step_size=0.893, tol=8.21e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2045.10it/s, iter=2.14e+03, step_size=0.893, tol=8.18e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2044.29it/s, iter=2.14e+03, step_size=0.893, tol=8.18e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2044.03it/s, iter=2.14e+03, step_size=0.893, tol=8.15e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2043.03it/s, iter=2.14e+03, step_size=0.893, tol=8.15e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2042.77it/s, iter=2.14e+03, step_size=0.893, tol=8.11e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2042.03it/s, iter=2.14e+03, step_size=0.893, tol=8.11e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2041.78it/s, iter=2.14e+03, step_size=0.893, tol=8.08e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2040.93it/s, iter=2.14e+03, step_size=0.893, tol=8.08e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2040.67it/s, iter=2.14e+03, step_size=0.893, tol=8.04e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2039.93it/s, iter=2.14e+03, step_size=0.893, tol=8.04e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2039.68it/s, iter=2.14e+03, step_size=0.893, tol=8.01e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2038.94it/s, iter=2.14e+03, step_size=0.893, tol=8.01e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2038.68it/s, iter=2.14e+03, step_size=0.893, tol=7.98e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2037.94it/s, iter=2.14e+03, step_size=0.893, tol=7.98e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2037.69it/s, iter=2.14e+03, step_size=0.893, tol=7.94e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2036.79it/s, iter=2.14e+03, step_size=0.893, tol=7.94e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2036.53it/s, iter=2.14e+03, step_size=0.893, tol=7.91e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2035.80it/s, iter=2.14e+03, step_size=0.893, tol=7.91e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2035.53it/s, iter=2.14e+03, step_size=0.893, tol=7.88e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2034.28it/s, iter=2.14e+03, step_size=0.893, tol=7.88e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2033.95it/s, iter=2.14e+03, step_size=0.893, tol=7.84e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2033.28it/s, iter=2.14e+03, step_size=0.893, tol=7.84e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2033.05it/s, iter=2.15e+03, step_size=0.893, tol=7.81e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2032.38it/s, iter=2.15e+03, step_size=0.893, tol=7.81e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2032.15it/s, iter=2.15e+03, step_size=0.893, tol=7.78e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2030.63it/s, iter=2.15e+03, step_size=0.893, tol=7.78e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2030.29it/s, iter=2.15e+03, step_size=0.893, tol=7.75e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2029.62it/s, iter=2.15e+03, step_size=0.893, tol=7.75e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2029.40it/s, iter=2.15e+03, step_size=0.893, tol=7.71e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2028.52it/s, iter=2.15e+03, step_size=0.893, tol=7.71e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2028.29it/s, iter=2.15e+03, step_size=0.893, tol=7.68e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2027.63it/s, iter=2.15e+03, step_size=0.893, tol=7.68e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2027.40it/s, iter=2.15e+03, step_size=0.893, tol=7.65e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2026.72it/s, iter=2.15e+03, step_size=0.893, tol=7.65e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2026.49it/s, iter=2.15e+03, step_size=0.893, tol=7.62e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2025.59it/s, iter=2.15e+03, step_size=0.893, tol=7.62e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2025.29it/s, iter=2.15e+03, step_size=0.893, tol=7.59e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2024.68it/s, iter=2.15e+03, step_size=0.893, tol=7.59e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2024.47it/s, iter=2.15e+03, step_size=0.893, tol=7.55e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2023.86it/s, iter=2.15e+03, step_size=0.893, tol=7.55e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2023.65it/s, iter=2.16e+03, step_size=0.893, tol=7.52e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2023.05it/s, iter=2.16e+03, step_size=0.893, tol=7.52e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2022.84it/s, iter=2.16e+03, step_size=0.893, tol=7.49e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2022.23it/s, iter=2.16e+03, step_size=0.893, tol=7.49e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2022.02it/s, iter=2.16e+03, step_size=0.893, tol=7.46e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2021.42it/s, iter=2.16e+03, step_size=0.893, tol=7.46e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2021.21it/s, iter=2.16e+03, step_size=0.893, tol=7.43e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2020.39it/s, iter=2.16e+03, step_size=0.893, tol=7.43e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2020.18it/s, iter=2.16e+03, step_size=0.893, tol=7.4e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2019.57it/s, iter=2.16e+03, step_size=0.893, tol=7.4e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2019.36it/s, iter=2.16e+03, step_size=0.893, tol=7.37e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2018.76it/s, iter=2.16e+03, step_size=0.893, tol=7.37e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2018.55it/s, iter=2.16e+03, step_size=0.893, tol=7.34e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2017.95it/s, iter=2.16e+03, step_size=0.893, tol=7.34e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2017.74it/s, iter=2.16e+03, step_size=0.893, tol=7.31e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2017.14it/s, iter=2.16e+03, step_size=0.893, tol=7.31e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2016.93it/s, iter=2.16e+03, step_size=0.893, tol=7.28e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2016.33it/s, iter=2.16e+03, step_size=0.893, tol=7.28e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2016.12it/s, iter=2.16e+03, step_size=0.893, tol=7.24e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2015.14it/s, iter=2.16e+03, step_size=0.893, tol=7.24e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2014.69it/s, iter=2.16e+03, step_size=0.893, tol=7.21e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2014.00it/s, iter=2.16e+03, step_size=0.893, tol=7.21e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2013.71it/s, iter=2.17e+03, step_size=0.893, tol=7.18e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2012.58it/s, iter=2.17e+03, step_size=0.893, tol=7.18e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2012.06it/s, iter=2.17e+03, step_size=0.893, tol=7.15e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2011.06it/s, iter=2.17e+03, step_size=0.893, tol=7.15e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2010.83it/s, iter=2.17e+03, step_size=0.893, tol=7.12e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2010.15it/s, iter=2.17e+03, step_size=0.893, tol=7.12e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2009.92it/s, iter=2.17e+03, step_size=0.893, tol=7.09e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2009.26it/s, iter=2.17e+03, step_size=0.893, tol=7.09e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2009.04it/s, iter=2.17e+03, step_size=0.893, tol=7.07e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2008.38it/s, iter=2.17e+03, step_size=0.893, tol=7.07e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2008.15it/s, iter=2.17e+03, step_size=0.893, tol=7.04e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2007.48it/s, iter=2.17e+03, step_size=0.893, tol=7.04e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2007.25it/s, iter=2.17e+03, step_size=0.893, tol=7.01e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2006.59it/s, iter=2.17e+03, step_size=0.893, tol=7.01e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2006.36it/s, iter=2.17e+03, step_size=0.893, tol=6.98e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2005.70it/s, iter=2.17e+03, step_size=0.893, tol=6.98e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2005.48it/s, iter=2.17e+03, step_size=0.893, tol=6.95e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2004.81it/s, iter=2.17e+03, step_size=0.893, tol=6.95e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2004.60it/s, iter=2.18e+03, step_size=0.893, tol=6.92e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2003.84it/s, iter=2.18e+03, step_size=0.893, tol=6.92e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2003.63it/s, iter=2.18e+03, step_size=0.893, tol=6.89e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2003.02it/s, iter=2.18e+03, step_size=0.893, tol=6.89e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2002.81it/s, iter=2.18e+03, step_size=0.893, tol=6.86e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2002.13it/s, iter=2.18e+03, step_size=0.893, tol=6.86e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2001.92it/s, iter=2.18e+03, step_size=0.893, tol=6.83e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2001.28it/s, iter=2.18e+03, step_size=0.893, tol=6.83e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 2000.93it/s, iter=2.18e+03, step_size=0.893, tol=6.8e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1999.59it/s, iter=2.18e+03, step_size=0.893, tol=6.8e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1998.96it/s, iter=2.18e+03, step_size=0.893, tol=6.78e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1996.96it/s, iter=2.18e+03, step_size=0.893, tol=6.78e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1996.57it/s, iter=2.18e+03, step_size=0.893, tol=6.75e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1995.53it/s, iter=2.18e+03, step_size=0.893, tol=6.75e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1995.17it/s, iter=2.18e+03, step_size=0.893, tol=6.72e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1994.50it/s, iter=2.18e+03, step_size=0.893, tol=6.72e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1994.24it/s, iter=2.18e+03, step_size=0.893, tol=6.69e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1993.57it/s, iter=2.18e+03, step_size=0.893, tol=6.69e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1993.34it/s, iter=2.18e+03, step_size=0.893, tol=6.66e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1992.72it/s, iter=2.18e+03, step_size=0.893, tol=6.66e-07]
PGD: 40%|###9 | 1992/5000 [00:00<00:01, 1992.51it/s, iter=2.18e+03, step_size=0.893, tol=6.64e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1991.89it/s, iter=2.18e+03, step_size=0.893, tol=6.64e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1991.64it/s, iter=2.19e+03, step_size=0.893, tol=6.61e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1990.97it/s, iter=2.19e+03, step_size=0.893, tol=6.61e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1990.76it/s, iter=2.19e+03, step_size=0.893, tol=6.58e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1989.95it/s, iter=2.19e+03, step_size=0.893, tol=6.58e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1989.54it/s, iter=2.19e+03, step_size=0.893, tol=6.55e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1988.86it/s, iter=2.19e+03, step_size=0.893, tol=6.55e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1988.66it/s, iter=2.19e+03, step_size=0.893, tol=6.53e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1987.88it/s, iter=2.19e+03, step_size=0.893, tol=6.53e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1987.68it/s, iter=2.19e+03, step_size=0.893, tol=6.5e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1987.10it/s, iter=2.19e+03, step_size=0.893, tol=6.5e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1986.91it/s, iter=2.19e+03, step_size=0.893, tol=6.47e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1986.33it/s, iter=2.19e+03, step_size=0.893, tol=6.47e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1986.13it/s, iter=2.19e+03, step_size=0.893, tol=6.44e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1985.56it/s, iter=2.19e+03, step_size=0.893, tol=6.44e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1985.36it/s, iter=2.19e+03, step_size=0.893, tol=6.42e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1984.79it/s, iter=2.19e+03, step_size=0.893, tol=6.42e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1984.60it/s, iter=2.19e+03, step_size=0.893, tol=6.39e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1984.02it/s, iter=2.19e+03, step_size=0.893, tol=6.39e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1983.83it/s, iter=2.2e+03, step_size=0.893, tol=6.36e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1982.84it/s, iter=2.2e+03, step_size=0.893, tol=6.36e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1982.58it/s, iter=2.2e+03, step_size=0.893, tol=6.34e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1982.01it/s, iter=2.2e+03, step_size=0.893, tol=6.34e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1981.81it/s, iter=2.2e+03, step_size=0.893, tol=6.31e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1981.22it/s, iter=2.2e+03, step_size=0.893, tol=6.31e-07]
PGD: 40%|###9 | 1992/5000 [00:01<00:01, 1981.03it/s, iter=2.2e+03, step_size=0.893, tol=6.28e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2186.73it/s, iter=2.2e+03, step_size=0.893, tol=6.28e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2185.88it/s, iter=2.2e+03, step_size=0.893, tol=6.28e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2185.66it/s, iter=2.2e+03, step_size=0.893, tol=6.26e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2185.02it/s, iter=2.2e+03, step_size=0.893, tol=6.26e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2184.74it/s, iter=2.2e+03, step_size=0.893, tol=6.23e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2184.09it/s, iter=2.2e+03, step_size=0.893, tol=6.23e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2183.87it/s, iter=2.2e+03, step_size=0.893, tol=6.21e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2183.24it/s, iter=2.2e+03, step_size=0.893, tol=6.21e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2183.03it/s, iter=2.2e+03, step_size=0.893, tol=6.18e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2182.40it/s, iter=2.2e+03, step_size=0.893, tol=6.18e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2182.18it/s, iter=2.2e+03, step_size=0.893, tol=6.15e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2181.56it/s, iter=2.2e+03, step_size=0.893, tol=6.15e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2181.34it/s, iter=2.2e+03, step_size=0.893, tol=6.13e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2180.71it/s, iter=2.2e+03, step_size=0.893, tol=6.13e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2180.49it/s, iter=2.20e+03, step_size=0.893, tol=6.1e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2179.87it/s, iter=2.20e+03, step_size=0.893, tol=6.1e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2179.66it/s, iter=2.21e+03, step_size=0.893, tol=6.08e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2179.03it/s, iter=2.21e+03, step_size=0.893, tol=6.08e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2178.82it/s, iter=2.21e+03, step_size=0.893, tol=6.05e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2178.20it/s, iter=2.21e+03, step_size=0.893, tol=6.05e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2177.98it/s, iter=2.21e+03, step_size=0.893, tol=6.03e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2177.13it/s, iter=2.21e+03, step_size=0.893, tol=6.03e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2176.91it/s, iter=2.21e+03, step_size=0.893, tol=6e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2176.29it/s, iter=2.21e+03, step_size=0.893, tol=6e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2176.08it/s, iter=2.21e+03, step_size=0.893, tol=5.98e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2175.45it/s, iter=2.21e+03, step_size=0.893, tol=5.98e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2175.24it/s, iter=2.21e+03, step_size=0.893, tol=5.95e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2174.62it/s, iter=2.21e+03, step_size=0.893, tol=5.95e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2174.41it/s, iter=2.21e+03, step_size=0.893, tol=5.93e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2173.80it/s, iter=2.21e+03, step_size=0.893, tol=5.93e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2173.58it/s, iter=2.21e+03, step_size=0.893, tol=5.9e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2172.51it/s, iter=2.21e+03, step_size=0.893, tol=5.9e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2171.82it/s, iter=2.21e+03, step_size=0.893, tol=5.88e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2169.97it/s, iter=2.21e+03, step_size=0.893, tol=5.88e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2169.56it/s, iter=2.22e+03, step_size=0.893, tol=5.85e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2167.64it/s, iter=2.22e+03, step_size=0.893, tol=5.85e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2166.96it/s, iter=2.22e+03, step_size=0.893, tol=5.83e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2165.40it/s, iter=2.22e+03, step_size=0.893, tol=5.83e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2164.90it/s, iter=2.22e+03, step_size=0.893, tol=5.8e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2163.87it/s, iter=2.22e+03, step_size=0.893, tol=5.8e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2163.60it/s, iter=2.22e+03, step_size=0.893, tol=5.78e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2162.68it/s, iter=2.22e+03, step_size=0.893, tol=5.78e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2162.45it/s, iter=2.22e+03, step_size=0.893, tol=5.76e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2161.77it/s, iter=2.22e+03, step_size=0.893, tol=5.76e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2161.50it/s, iter=2.22e+03, step_size=0.893, tol=5.73e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2160.77it/s, iter=2.22e+03, step_size=0.893, tol=5.73e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2160.39it/s, iter=2.22e+03, step_size=0.893, tol=5.71e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2159.59it/s, iter=2.22e+03, step_size=0.893, tol=5.71e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2159.36it/s, iter=2.22e+03, step_size=0.893, tol=5.68e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2158.67it/s, iter=2.22e+03, step_size=0.893, tol=5.68e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2158.45it/s, iter=2.22e+03, step_size=0.893, tol=5.66e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2157.83it/s, iter=2.22e+03, step_size=0.893, tol=5.66e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2157.62it/s, iter=2.22e+03, step_size=0.893, tol=5.64e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2157.00it/s, iter=2.22e+03, step_size=0.893, tol=5.64e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2156.78it/s, iter=2.22e+03, step_size=0.893, tol=5.61e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2156.16it/s, iter=2.22e+03, step_size=0.893, tol=5.61e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2155.95it/s, iter=2.23e+03, step_size=0.893, tol=5.59e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2155.14it/s, iter=2.23e+03, step_size=0.893, tol=5.59e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2154.69it/s, iter=2.23e+03, step_size=0.893, tol=5.57e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2153.55it/s, iter=2.23e+03, step_size=0.893, tol=5.57e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2153.30it/s, iter=2.23e+03, step_size=0.893, tol=5.54e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2152.67it/s, iter=2.23e+03, step_size=0.893, tol=5.54e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2152.38it/s, iter=2.23e+03, step_size=0.893, tol=5.52e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2151.45it/s, iter=2.23e+03, step_size=0.893, tol=5.52e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2151.11it/s, iter=2.23e+03, step_size=0.893, tol=5.5e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2150.33it/s, iter=2.23e+03, step_size=0.893, tol=5.5e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2150.02it/s, iter=2.23e+03, step_size=0.893, tol=5.47e-07]
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PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2145.26it/s, iter=2.23e+03, step_size=0.893, tol=5.41e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 2145.03it/s, iter=2.24e+03, step_size=0.893, tol=5.38e-07]
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PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1997.17it/s, iter=2.39e+03, step_size=0.893, tol=2.78e-07]
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PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1992.30it/s, iter=2.4e+03, step_size=0.893, tol=2.71e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1992.12it/s, iter=2.4e+03, step_size=0.893, tol=2.7e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1991.59it/s, iter=2.4e+03, step_size=0.893, tol=2.7e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1991.41it/s, iter=2.4e+03, step_size=0.893, tol=2.69e-07]
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PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1990.71it/s, iter=2.4e+03, step_size=0.893, tol=2.68e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1990.19it/s, iter=2.4e+03, step_size=0.893, tol=2.68e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1990.01it/s, iter=2.4e+03, step_size=0.893, tol=2.67e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1989.49it/s, iter=2.4e+03, step_size=0.893, tol=2.67e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1989.31it/s, iter=2.4e+03, step_size=0.893, tol=2.65e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1988.76it/s, iter=2.4e+03, step_size=0.893, tol=2.65e-07]
PGD: 44%|####3 | 2199/5000 [00:01<00:01, 1988.33it/s, iter=2.40e+03, step_size=0.893, tol=2.64e-07]
PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2175.28it/s, iter=2.40e+03, step_size=0.893, tol=2.64e-07]
PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2174.43it/s, iter=2.40e+03, step_size=0.893, tol=2.64e-07]
PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2174.08it/s, iter=2.41e+03, step_size=0.893, tol=2.63e-07]
PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2173.30it/s, iter=2.41e+03, step_size=0.893, tol=2.63e-07]
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PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2172.54it/s, iter=2.41e+03, step_size=0.893, tol=2.62e-07]
PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2172.34it/s, iter=2.41e+03, step_size=0.893, tol=2.61e-07]
PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2171.77it/s, iter=2.41e+03, step_size=0.893, tol=2.61e-07]
PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2171.58it/s, iter=2.41e+03, step_size=0.893, tol=2.6e-07]
PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2171.01it/s, iter=2.41e+03, step_size=0.893, tol=2.6e-07]
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PGD: 48%|####8 | 2406/5000 [00:01<00:01, 2170.06it/s, iter=2.41e+03, step_size=0.893, tol=2.58e-07]
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PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2161.04it/s, iter=1.51e+03, step_size=0.893, tol=1.13e-05]
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PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2151.40it/s, iter=1.52e+03, step_size=0.893, tol=1.1e-05]
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PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2148.71it/s, iter=1.52e+03, step_size=0.893, tol=1.09e-05]
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PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2143.61it/s, iter=1.52e+03, step_size=0.893, tol=1.08e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2143.26it/s, iter=1.52e+03, step_size=0.893, tol=1.07e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2142.27it/s, iter=1.52e+03, step_size=0.893, tol=1.07e-05]
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PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2140.94it/s, iter=1.52e+03, step_size=0.893, tol=1.07e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2140.59it/s, iter=1.52e+03, step_size=0.893, tol=1.07e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2139.43it/s, iter=1.52e+03, step_size=0.893, tol=1.07e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2139.09it/s, iter=1.52e+03, step_size=0.893, tol=1.06e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2138.10it/s, iter=1.52e+03, step_size=0.893, tol=1.06e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2137.76it/s, iter=1.52e+03, step_size=0.893, tol=1.06e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2136.77it/s, iter=1.52e+03, step_size=0.893, tol=1.06e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2136.43it/s, iter=1.53e+03, step_size=0.893, tol=1.05e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2135.45it/s, iter=1.53e+03, step_size=0.893, tol=1.05e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2135.11it/s, iter=1.53e+03, step_size=0.893, tol=1.05e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2133.99it/s, iter=1.53e+03, step_size=0.893, tol=1.05e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2133.65it/s, iter=1.53e+03, step_size=0.893, tol=1.04e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2132.66it/s, iter=1.53e+03, step_size=0.893, tol=1.04e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2132.32it/s, iter=1.53e+03, step_size=0.893, tol=1.04e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2131.33it/s, iter=1.53e+03, step_size=0.893, tol=1.04e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2131.00it/s, iter=1.53e+03, step_size=0.893, tol=1.03e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2130.01it/s, iter=1.53e+03, step_size=0.893, tol=1.03e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2129.67it/s, iter=1.53e+03, step_size=0.893, tol=1.03e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2128.67it/s, iter=1.53e+03, step_size=0.893, tol=1.03e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2128.33it/s, iter=1.53e+03, step_size=0.893, tol=1.03e-05]
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PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2124.34it/s, iter=1.54e+03, step_size=0.893, tol=1.01e-05]
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PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2120.74it/s, iter=1.54e+03, step_size=0.893, tol=1e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2120.41it/s, iter=1.54e+03, step_size=0.893, tol=1e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2119.43it/s, iter=1.54e+03, step_size=0.893, tol=1e-05]
PGD: 26%|##5 | 1275/5000 [00:00<00:01, 2119.10it/s, iter=1.54e+03, step_size=0.893, tol=9.96e-06]
PGD: 31%|### | 1540/5000 [00:00<00:01, 2559.25it/s, iter=1.54e+03, step_size=0.893, tol=9.96e-06]
PGD: 31%|### | 1540/5000 [00:00<00:01, 2558.10it/s, iter=1.54e+03, step_size=0.893, tol=9.96e-06]
PGD: 31%|### | 1540/5000 [00:00<00:01, 2557.70it/s, iter=1.54e+03, step_size=0.893, tol=9.92e-06]
PGD: 31%|### | 1540/5000 [00:00<00:01, 2556.53it/s, iter=1.54e+03, step_size=0.893, tol=9.92e-06]
PGD: 31%|### | 1540/5000 [00:00<00:01, 2556.14it/s, iter=1.54e+03, step_size=0.893, tol=9.88e-06]
PGD: 31%|### | 1540/5000 [00:00<00:01, 2554.97it/s, iter=1.54e+03, step_size=0.893, tol=9.88e-06]
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PGD: 31%|### | 1540/5000 [00:00<00:01, 2553.01it/s, iter=1.54e+03, step_size=0.893, tol=9.79e-06]
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PGD: 31%|### | 1540/5000 [00:00<00:01, 2548.31it/s, iter=1.55e+03, step_size=0.893, tol=9.67e-06]
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PGD: 31%|### | 1540/5000 [00:00<00:01, 2516.98it/s, iter=1.57e+03, step_size=0.893, tol=8.89e-06]
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PGD: 31%|### | 1540/5000 [00:00<00:01, 2503.24it/s, iter=1.57e+03, step_size=0.893, tol=8.6e-06]
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PGD: 31%|### | 1540/5000 [00:00<00:01, 2472.62it/s, iter=1.6e+03, step_size=0.893, tol=7.87e-06]
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PGD: 31%|### | 1540/5000 [00:00<00:01, 2467.12it/s, iter=1.6e+03, step_size=0.893, tol=7.77e-06]
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PGD: 31%|### | 1540/5000 [00:00<00:01, 2371.32it/s, iter=1.66e+03, step_size=0.893, tol=5.87e-06]
PGD: 31%|### | 1540/5000 [00:00<00:01, 2370.98it/s, iter=1.67e+03, step_size=0.893, tol=5.84e-06]
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PGD: 31%|### | 1540/5000 [00:00<00:01, 2194.88it/s, iter=1.80e+03, step_size=0.893, tol=3.26e-06]
PGD: 31%|### | 1540/5000 [00:00<00:01, 2193.91it/s, iter=1.80e+03, step_size=0.893, tol=3.26e-06]
PGD: 31%|### | 1540/5000 [00:00<00:01, 2193.62it/s, iter=1.81e+03, step_size=0.893, tol=3.25e-06]
PGD: 36%|###6 | 1807/5000 [00:00<00:01, 2573.68it/s, iter=1.81e+03, step_size=0.893, tol=3.25e-06]
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PGD: 98%|#########8| 4906/5000 [00:02<00:00, 2329.37it/s, iter=4.98e+03, step_size=0.893, tol=5.87e-12]
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PGD: 98%|#########8| 4906/5000 [00:02<00:00, 2328.96it/s, iter=4.98e+03, step_size=0.893, tol=5.84e-12]
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PGD: 98%|#########8| 4906/5000 [00:02<00:00, 2320.80it/s, iter=5e+03, step_size=0.893, tol=5.4e-12]
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PGD: 98%|#########8| 4906/5000 [00:02<00:00, 2319.12it/s, iter=5e+03, step_size=0.893, tol=5.31e-12]
PGD: 100%|##########| 5000/5000 [00:02<00:00, 2363.33it/s, iter=5e+03, step_size=0.893, tol=5.31e-12]
beta = 0.1
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PGD: 11%|#1 | 556/5000 [00:00<00:02, 2200.83it/s, iter=702, step_size=0.893, tol=1.86e-14]
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PGD: 11%|#1 | 556/5000 [00:00<00:02, 2194.73it/s, iter=704, step_size=0.893, tol=1.71e-14]
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PGD: 11%|#1 | 556/5000 [00:00<00:02, 2191.68it/s, iter=705, step_size=0.893, tol=1.65e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2189.47it/s, iter=705, step_size=0.893, tol=1.65e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2188.66it/s, iter=706, step_size=0.893, tol=1.59e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2186.46it/s, iter=706, step_size=0.893, tol=1.59e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2185.66it/s, iter=707, step_size=0.893, tol=1.53e-14]
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PGD: 11%|#1 | 556/5000 [00:00<00:02, 2179.33it/s, iter=709, step_size=0.893, tol=1.42e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2177.13it/s, iter=709, step_size=0.893, tol=1.42e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2176.33it/s, iter=710, step_size=0.893, tol=1.36e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2174.15it/s, iter=710, step_size=0.893, tol=1.36e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2173.35it/s, iter=711, step_size=0.893, tol=1.31e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2171.18it/s, iter=711, step_size=0.893, tol=1.31e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2170.38it/s, iter=712, step_size=0.893, tol=1.26e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2168.19it/s, iter=712, step_size=0.893, tol=1.26e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2167.40it/s, iter=713, step_size=0.893, tol=1.21e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2165.25it/s, iter=713, step_size=0.893, tol=1.21e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2164.44it/s, iter=714, step_size=0.893, tol=1.16e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2162.28it/s, iter=714, step_size=0.893, tol=1.16e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2161.50it/s, iter=715, step_size=0.893, tol=1.12e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2159.36it/s, iter=715, step_size=0.893, tol=1.12e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2158.59it/s, iter=716, step_size=0.893, tol=1.08e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2156.45it/s, iter=716, step_size=0.893, tol=1.08e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2155.67it/s, iter=717, step_size=0.893, tol=1.04e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2153.55it/s, iter=717, step_size=0.893, tol=1.04e-14]
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2152.77it/s, iter=718, step_size=0.893, tol=9.98e-15]
Achieved relative tolerance at iteration 718
PGD: 11%|#1 | 556/5000 [00:00<00:02, 2150.80it/s, iter=718, step_size=0.893, tol=9.98e-15]
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Achieved relative tolerance at iteration 718
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beta = 0.2
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PGD: 11%|#1 | 558/5000 [00:00<00:01, 2329.81it/s, iter=661, step_size=0.893, tol=9.59e-15]
Achieved relative tolerance at iteration 661
PGD: 11%|#1 | 558/5000 [00:00<00:01, 2327.86it/s, iter=661, step_size=0.893, tol=9.59e-15]
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PGD: 11%|#1 | 569/5000 [00:00<00:01, 2447.33it/s, iter=660, step_size=0.893, tol=1.01e-14]
PGD: 11%|#1 | 569/5000 [00:00<00:01, 2444.67it/s, iter=660, step_size=0.893, tol=1.01e-14]
PGD: 11%|#1 | 569/5000 [00:00<00:01, 2443.69it/s, iter=661, step_size=0.893, tol=9.59e-15]
Achieved relative tolerance at iteration 661
PGD: 11%|#1 | 569/5000 [00:00<00:01, 2441.84it/s, iter=661, step_size=0.893, tol=9.59e-15]
/home/fabian/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:445: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
% get_backend())
import copt as cp
import numpy as np
import pylab as plt
from scipy import sparse
np.random.seed(0)
# .. generate some data ..
n_samples, n_features = 100, 100
groups = [np.arange(10 * i, 10 * i + 10) for i in range(10)]
# .. construct a ground truth vector in which ..
# .. group 4 and 5 are nonzero ..
ground_truth = np.zeros(n_features)
ground_truth[groups[4]] = 1
ground_truth[groups[5]] = 0.5
max_iter = 5000
print('#features', n_features)
A = sparse.rand(n_samples, n_features, density=0.2)
sigma = 1.
b = A.dot(ground_truth) + sigma * np.random.randn(n_samples)
np.random.seed(0)
n_samples = n_features
# .. compute the step-size ..
f = cp.utils.SquareLoss(A, b)
step_size = 1. / f.lipschitz
# .. run the solver for different values ..
# .. of the regularization parameter beta ..
all_betas = [0, 1e-2, 1e-1, 0.2]
all_trace_ls, all_trace_nols = [], []
out_img = []
for i, beta in enumerate(all_betas):
print('beta = %s' % beta)
G1 = cp.utils.GroupL1(beta, groups)
def loss(x):
return f(x) + G1(x)
cb_tosls = cp.utils.Trace()
x0 = np.zeros(n_features)
pgd_ls = cp.minimize_proximal_gradient(
f.f_grad, x0, G1.prox, step_size=step_size,
max_iter=max_iter, tol=1e-14, verbose=1,
callback=cb_tosls)
trace_ls = np.array([loss(x) for x in cb_tosls.trace_x])
all_trace_ls.append(trace_ls)
cb_tos = cp.utils.Trace()
x0 = np.zeros(n_features)
pgd = cp.minimize_proximal_gradient(
f.f_grad, x0, G1.prox,
step_size=step_size,
max_iter=max_iter, tol=1e-14, verbose=1,
callback=cb_tos)
trace_nols = np.array([loss(x) for x in cb_tos.trace_x])
all_trace_nols.append(trace_nols)
out_img.append(pgd.x)
# .. plot the results ..
fig, ax = plt.subplots(2, 4, sharey=False)
xlim = [0.02, 0.02, 0.1]
markevery = [1000, 1000, 100, 100]
for i, beta in enumerate(all_betas):
ax[0, i].set_title(r'$\lambda=%s$' % beta)
ax[0, i].set_title(r'$\lambda=%s$' % beta)
ax[0, i].plot(out_img[i])
ax[0, i].plot(ground_truth)
ax[0, i].set_ylim((-0.5, 1.5))
ax[0, i].set_xticks(())
ax[0, i].set_yticks(())
fmin = min(np.min(all_trace_ls[i]), np.min(all_trace_nols[i]))
scale = all_trace_ls[i][0] - fmin
plot_tos, = ax[1, i].plot(
(all_trace_ls[i] - fmin) / scale,
lw=4, marker='o', markevery=100,
markersize=10)
plot_nols, = ax[1, i].plot(
(all_trace_nols[i] - fmin) / scale,
lw=4, marker='h', markevery=markevery[i],
markersize=10)
ax[1, i].set_xlabel('Iterations')
ax[1, i].set_yscale('log')
ax[1, i].set_ylim((1e-14, None))
ax[1, i].grid(True)
plt.gcf().subplots_adjust(bottom=0.15)
plt.figlegend(
(plot_tos, plot_nols),
('PGD with line search', 'PGD without line search'), ncol=5,
scatterpoints=1,
loc=(-0.00, -0.0), frameon=False,
bbox_to_anchor=[0.05, 0.01])
ax[1, 0].set_ylabel('Objective minus optimum')
plt.show()
Total running time of the script: ( 0 minutes 12.218 seconds)
Estimated memory usage: 9 MB
